Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 8761 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.3 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 19 |
|---|---|
| Categorical | 1 |
PO_entrada has constant value "4.6" | Constant |
Q_entrada is highly correlated with Q_saida and 5 other fields | High correlation |
NH_entrada is highly correlated with TN_entrada and 1 other fields | High correlation |
TSS_entrada is highly correlated with DQO_entrada and 11 other fields | High correlation |
DQO_entrada is highly correlated with TSS_entrada and 11 other fields | High correlation |
DBO_entrada is highly correlated with TSS_entrada and 11 other fields | High correlation |
TN_entrada is highly correlated with NH_entrada and 6 other fields | High correlation |
TKN_entrada is highly correlated with NH_entrada and 6 other fields | High correlation |
TP_entrada is highly correlated with TSS_entrada and 11 other fields | High correlation |
Q_saida is highly correlated with Q_entrada and 5 other fields | High correlation |
NH_saida is highly correlated with Q_entrada and 13 other fields | High correlation |
NO_saida is highly correlated with Q_entrada and 13 other fields | High correlation |
TSS_saida is highly correlated with Q_entrada and 9 other fields | High correlation |
DQO_saida is highly correlated with TSS_entrada and 13 other fields | High correlation |
DBO_saida is highly correlated with Q_entrada and 13 other fields | High correlation |
TN_saida is highly correlated with NH_saida and 7 other fields | High correlation |
TKN_saida is highly correlated with Q_entrada and 13 other fields | High correlation |
TP_saida is highly correlated with TSS_entrada and 11 other fields | High correlation |
PO_saida is highly correlated with TSS_entrada and 11 other fields | High correlation |
Q_entrada is highly correlated with Q_saida and 3 other fields | High correlation |
NH_entrada is highly correlated with TN_entrada and 1 other fields | High correlation |
TSS_entrada is highly correlated with DQO_entrada and 8 other fields | High correlation |
DQO_entrada is highly correlated with TSS_entrada and 8 other fields | High correlation |
DBO_entrada is highly correlated with TSS_entrada and 8 other fields | High correlation |
TN_entrada is highly correlated with NH_entrada and 6 other fields | High correlation |
TKN_entrada is highly correlated with NH_entrada and 6 other fields | High correlation |
TP_entrada is highly correlated with TSS_entrada and 8 other fields | High correlation |
Q_saida is highly correlated with Q_entrada and 3 other fields | High correlation |
NH_saida is highly correlated with Q_entrada and 8 other fields | High correlation |
NO_saida is highly correlated with TSS_saida | High correlation |
TSS_saida is highly correlated with Q_entrada and 9 other fields | High correlation |
DQO_saida is highly correlated with TSS_entrada and 12 other fields | High correlation |
DBO_saida is highly correlated with TSS_entrada and 8 other fields | High correlation |
TN_saida is highly correlated with NH_saida and 6 other fields | High correlation |
TKN_saida is highly correlated with Q_entrada and 8 other fields | High correlation |
TP_saida is highly correlated with TSS_entrada and 9 other fields | High correlation |
PO_saida is highly correlated with TSS_entrada and 9 other fields | High correlation |
Q_entrada is highly correlated with Q_saida and 1 other fields | High correlation |
NH_entrada is highly correlated with TN_entrada and 1 other fields | High correlation |
TSS_entrada is highly correlated with DQO_entrada and 6 other fields | High correlation |
DQO_entrada is highly correlated with TSS_entrada and 6 other fields | High correlation |
DBO_entrada is highly correlated with TSS_entrada and 6 other fields | High correlation |
TN_entrada is highly correlated with NH_entrada and 5 other fields | High correlation |
TKN_entrada is highly correlated with NH_entrada and 5 other fields | High correlation |
TP_entrada is highly correlated with TSS_entrada and 6 other fields | High correlation |
Q_saida is highly correlated with Q_entrada and 1 other fields | High correlation |
NH_saida is highly correlated with NO_saida and 6 other fields | High correlation |
NO_saida is highly correlated with NH_saida and 6 other fields | High correlation |
TSS_saida is highly correlated with Q_entrada and 6 other fields | High correlation |
DQO_saida is highly correlated with TSS_entrada and 9 other fields | High correlation |
DBO_saida is highly correlated with NH_saida and 7 other fields | High correlation |
TN_saida is highly correlated with NH_saida and 4 other fields | High correlation |
TKN_saida is highly correlated with NH_saida and 6 other fields | High correlation |
TP_saida is highly correlated with DQO_saida and 2 other fields | High correlation |
PO_saida is highly correlated with TSS_entrada and 9 other fields | High correlation |
Dia is highly correlated with Q_entrada and 17 other fields | High correlation |
Q_entrada is highly correlated with Dia and 8 other fields | High correlation |
NH_entrada is highly correlated with Dia and 5 other fields | High correlation |
TSS_entrada is highly correlated with Dia and 14 other fields | High correlation |
DQO_entrada is highly correlated with Dia and 14 other fields | High correlation |
DBO_entrada is highly correlated with Dia and 14 other fields | High correlation |
TN_entrada is highly correlated with Dia and 14 other fields | High correlation |
TKN_entrada is highly correlated with Dia and 14 other fields | High correlation |
TP_entrada is highly correlated with Dia and 14 other fields | High correlation |
Q_saida is highly correlated with Dia and 8 other fields | High correlation |
NH_saida is highly correlated with Dia and 16 other fields | High correlation |
NO_saida is highly correlated with Dia and 13 other fields | High correlation |
TSS_saida is highly correlated with Dia and 16 other fields | High correlation |
DQO_saida is highly correlated with Dia and 14 other fields | High correlation |
DBO_saida is highly correlated with Dia and 11 other fields | High correlation |
TN_saida is highly correlated with Dia and 17 other fields | High correlation |
TKN_saida is highly correlated with Dia and 16 other fields | High correlation |
TP_saida is highly correlated with Dia and 16 other fields | High correlation |
PO_saida is highly correlated with Dia and 16 other fields | High correlation |
Dia is uniformly distributed | Uniform |
Dia has unique values | Unique |
Q_entrada has unique values | Unique |
TN_entrada has unique values | Unique |
TKN_entrada has unique values | Unique |
Q_saida has unique values | Unique |
NH_saida has unique values | Unique |
NO_saida has unique values | Unique |
TSS_saida has unique values | Unique |
DQO_saida has unique values | Unique |
DBO_saida has unique values | Unique |
TN_saida has unique values | Unique |
TKN_saida has unique values | Unique |
TP_saida has unique values | Unique |
PO_saida has unique values | Unique |
Reproduction
| Analysis started | 2023-04-20 17:43:34.030838 |
|---|---|
| Analysis finished | 2023-04-20 17:44:17.961366 |
| Duration | 43.93 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 8761 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 182.500146 |
| Minimum | 0 |
|---|---|
| Maximum | 365 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 18.2500146 |
| Q1 | 91.250073 |
| median | 182.500146 |
| Q3 | 273.750219 |
| 95-th percentile | 346.7502774 |
| Maximum | 365 |
| Range | 365 |
| Interquartile range (IQR) | 182.500146 |
Descriptive statistics
| Standard deviation | 105.3845504 |
|---|---|
| Coefficient of variation (CV) | 0.5774491294 |
| Kurtosis | -1.200000003 |
| Mean | 182.500146 |
| Median Absolute Deviation (MAD) | 91.250073 |
| Skewness | -1.897227445 × 10-9 |
| Sum | 1598883.779 |
| Variance | 11105.90346 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 243.4585281 | 1 | < 0.1% |
| 243.2085279 | 1 | < 0.1% |
| 243.2501946 | 1 | < 0.1% |
| 243.2918613 | 1 | < 0.1% |
| 243.333528 | 1 | < 0.1% |
| 243.3751947 | 1 | < 0.1% |
| 243.4168614 | 1 | < 0.1% |
| 243.5001948 | 1 | < 0.1% |
| 245.2501962 | 1 | < 0.1% |
| Other values (8751) | 8751 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.0416667 | 1 | |
| 0.0833334 | 1 | |
| 0.1250001 | 1 | |
| 0.1666668 | 1 | |
| 0.2083335 | 1 | |
| 0.2500002 | 1 | |
| 0.2916669 | 1 | |
| 0.3333336 | 1 | |
| 0.3750003 | 1 |
| Value | Count | Frequency (%) |
| 365 | 1 | |
| 364.9586253 | 1 | |
| 364.9169586 | 1 | |
| 364.8752919 | 1 | |
| 364.8336252 | 1 | |
| 364.7919585 | 1 | |
| 364.7502918 | 1 | |
| 364.7086251 | 1 | |
| 364.6669584 | 1 | |
| 364.6252917 | 1 |
Q_entrada
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 8761 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7999.298009 |
| Minimum | 2334.275029 |
|---|---|
| Maximum | 13259.80614 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 2334.275029 |
|---|---|
| 5-th percentile | 5327.333162 |
| Q1 | 6735.567663 |
| median | 7944.034851 |
| Q3 | 9298.460258 |
| 95-th percentile | 10790.81241 |
| Maximum | 13259.80614 |
| Range | 10925.53111 |
| Interquartile range (IQR) | 2562.892596 |
Descriptive statistics
| Standard deviation | 1691.747745 |
|---|---|
| Coefficient of variation (CV) | 0.2114870259 |
| Kurtosis | -0.520394166 |
| Mean | 7999.298009 |
| Median Absolute Deviation (MAD) | 1293.958751 |
| Skewness | 0.04568892419 |
| Sum | 70081849.86 |
| Variance | 2862010.434 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4719 | 1 | < 0.1% |
| 8653.880856 | 1 | < 0.1% |
| 8592.880808 | 1 | < 0.1% |
| 8603.047482 | 1 | < 0.1% |
| 8613.214157 | 1 | < 0.1% |
| 8623.380832 | 1 | < 0.1% |
| 8633.547507 | 1 | < 0.1% |
| 8643.714182 | 1 | < 0.1% |
| 8664.047531 | 1 | < 0.1% |
| 8079.812908 | 1 | < 0.1% |
| Other values (8751) | 8751 |
| Value | Count | Frequency (%) |
| 2334.275029 | 1 | |
| 2520.71736 | 1 | |
| 2644.300792 | 1 | |
| 2767.884225 | 1 | |
| 2891.467657 | 1 | |
| 3015.051089 | 1 | |
| 3138.634521 | 1 | |
| 3184.843533 | 1 | |
| 3262.217953 | 1 | |
| 3374.826122 | 1 |
| Value | Count | Frequency (%) |
| 13259.80614 | 1 | |
| 13121.41736 | 1 | |
| 13070.2837 | 1 | |
| 12981.04225 | 1 | |
| 12920.3872 | 1 | |
| 12878.28355 | 1 | |
| 12840.66713 | 1 | |
| 12819.71818 | 1 | |
| 12798.4035 | 1 | |
| 12718.2181 | 1 |
| Distinct | 7725 |
|---|---|
| Distinct (%) | 88.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.79111463 |
| Minimum | 8.001116364 |
|---|---|
| Maximum | 68.92796875 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 8.001116364 |
|---|---|
| 5-th percentile | 16.0834614 |
| Q1 | 20.9167002 |
| median | 24.5834186 |
| Q3 | 28.6248397 |
| 95-th percentile | 33.8339516 |
| Maximum | 68.92796875 |
| Range | 60.92685238 |
| Interquartile range (IQR) | 7.7081395 |
Descriptive statistics
| Standard deviation | 5.870003097 |
|---|---|
| Coefficient of variation (CV) | 0.2367785066 |
| Kurtosis | 3.552512227 |
| Mean | 24.79111463 |
| Median Absolute Deviation (MAD) | 3.8346604 |
| Skewness | 0.7134445239 |
| Sum | 217194.9552 |
| Variance | 34.45693636 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24 | 189 | 2.2% |
| 25 | 188 | 2.1% |
| 22 | 142 | 1.6% |
| 17 | 70 | 0.8% |
| 23 | 69 | 0.8% |
| 26 | 69 | 0.8% |
| 32 | 47 | 0.5% |
| 30 | 46 | 0.5% |
| 31 | 46 | 0.5% |
| 21 | 24 | 0.3% |
| Other values (7715) | 7871 |
| Value | Count | Frequency (%) |
| 8.001116364 | 1 | |
| 8.0833478 | 1 | |
| 8.1666812 | 1 | |
| 8.2500146 | 1 | |
| 8.2916165 | 1 | |
| 8.333348 | 1 | |
| 8.4166814 | 1 | |
| 8.5000148 | 1 | |
| 8.5832834 | 1 | |
| 8.5833482 | 1 |
| Value | Count | Frequency (%) |
| 68.92796875 | 1 | |
| 67.4518793 | 1 | |
| 67.4232926 | 1 | |
| 65.9102114 | 1 | |
| 65.839958 | 1 | |
| 64.3685435 | 1 | |
| 64.2566234 | 1 | |
| 62.8268756 | 1 | |
| 62.6732888 | 1 | |
| 61.2852077 | 1 |
| Distinct | 8716 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 452.5378587 |
| Minimum | 150.229999 |
|---|---|
| Maximum | 1033.516438 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 150.229999 |
|---|---|
| 5-th percentile | 267.3333144 |
| Q1 | 369.48999 |
| median | 458.9655437 |
| Q3 | 529.3317744 |
| 95-th percentile | 633.7488198 |
| Maximum | 1033.516438 |
| Range | 883.2864387 |
| Interquartile range (IQR) | 159.8417844 |
Descriptive statistics
| Standard deviation | 118.0140342 |
|---|---|
| Coefficient of variation (CV) | 0.2607826769 |
| Kurtosis | 0.4426866039 |
| Mean | 452.5378587 |
| Median Absolute Deviation (MAD) | 78.9897685 |
| Skewness | 0.1035101054 |
| Sum | 3964684.18 |
| Variance | 13927.31227 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 521 | 24 | 0.3% |
| 370 | 23 | 0.3% |
| 473.6209197 | 1 | < 0.1% |
| 472.745919 | 1 | < 0.1% |
| 471.8709183 | 1 | < 0.1% |
| 470.9826984 | 1 | < 0.1% |
| 467.2743621 | 1 | < 0.1% |
| 463.5660258 | 1 | < 0.1% |
| 459.8576895 | 1 | < 0.1% |
| 430.1909991 | 1 | < 0.1% |
| Other values (8706) | 8706 |
| Value | Count | Frequency (%) |
| 150.229999 | 1 | |
| 154.556321 | 1 | |
| 159.139658 | 1 | |
| 163.722995 | 1 | |
| 166.9325692 | 1 | |
| 168.306332 | 1 | |
| 172.889669 | 1 | |
| 172.9570297 | 1 | |
| 173.0827494 | 1 | |
| 173.1660828 | 1 |
| Value | Count | Frequency (%) |
| 1033.516438 | 1 | |
| 1008.443257 | 1 | |
| 1001.761936 | 1 | |
| 983.02657 | 1 | |
| 969.3452436 | 1 | |
| 957.609883 | 1 | |
| 956.8701807 | 1 | |
| 950.026068 | 1 | |
| 943.0260624 | 1 | |
| 936.928551 | 1 |
| Distinct | 8716 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 653.7216973 |
| Minimum | 216.3327168 |
|---|---|
| Maximum | 1494.300565 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 216.3327168 |
|---|---|
| 5-th percentile | 385.9863472 |
| Q1 | 533.642636 |
| median | 662.510758 |
| Q3 | 764.6599456 |
| 95-th percentile | 915.8353724 |
| Maximum | 1494.300565 |
| Range | 1277.967848 |
| Interquartile range (IQR) | 231.0173096 |
Descriptive statistics
| Standard deviation | 170.5692847 |
|---|---|
| Coefficient of variation (CV) | 0.2609203356 |
| Kurtosis | 0.4468409128 |
| Mean | 653.7216973 |
| Median Absolute Deviation (MAD) | 114.1051966 |
| Skewness | 0.1029747242 |
| Sum | 5727255.79 |
| Variance | 29093.88087 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 753 | 24 | 0.3% |
| 534 | 23 | 0.3% |
| 684.6193653 | 1 | < 0.1% |
| 683.411031 | 1 | < 0.1% |
| 682.2026967 | 1 | < 0.1% |
| 680.974728 | 1 | < 0.1% |
| 675.558057 | 1 | < 0.1% |
| 670.141386 | 1 | < 0.1% |
| 664.724715 | 1 | < 0.1% |
| 621.391347 | 1 | < 0.1% |
| Other values (8706) | 8706 |
| Value | Count | Frequency (%) |
| 216.3327168 | 1 | |
| 222.5445338 | 1 | |
| 229.1278724 | 1 | |
| 235.711211 | 1 | |
| 240.5186955 | 1 | |
| 242.2945496 | 1 | |
| 245.8925742 | 1 | |
| 246.2068735 | 1 | |
| 246.415207 | 1 | |
| 246.6235405 | 1 |
| Value | Count | Frequency (%) |
| 1494.300565 | 1 | |
| 1458.005567 | 1 | |
| 1448.4247 | 1 | |
| 1421.213871 | 1 | |
| 1401.591329 | 1 | |
| 1384.422175 | 1 | |
| 1382.812573 | 1 | |
| 1372.871194 | 1 | |
| 1362.704519 | 1 | |
| 1354.757958 | 1 |
| Distinct | 8716 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 331.8872969 |
| Minimum | 109.7588131 |
|---|---|
| Maximum | 758.455039 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 109.7588131 |
|---|---|
| 5-th percentile | 195.9742129 |
| Q1 | 270.79 |
| median | 336.4030294 |
| Q3 | 388.1364992 |
| 95-th percentile | 464.8432915 |
| Maximum | 758.455039 |
| Range | 648.6962259 |
| Interquartile range (IQR) | 117.3464992 |
Descriptive statistics
| Standard deviation | 86.58134637 |
|---|---|
| Coefficient of variation (CV) | 0.2608757466 |
| Kurtosis | 0.4452698987 |
| Mean | 331.8872969 |
| Median Absolute Deviation (MAD) | 57.88034341 |
| Skewness | 0.1035398225 |
| Sum | 2907664.608 |
| Variance | 7496.329539 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 382.33 | 24 | 0.3% |
| 270.79 | 23 | 0.3% |
| 347.3977328 | 1 | < 0.1% |
| 346.777524 | 1 | < 0.1% |
| 346.1573152 | 1 | < 0.1% |
| 345.527225 | 1 | < 0.1% |
| 342.7890978 | 1 | < 0.1% |
| 340.0509706 | 1 | < 0.1% |
| 337.3128434 | 1 | < 0.1% |
| 315.4078259 | 1 | < 0.1% |
| Other values (8706) | 8706 |
| Value | Count | Frequency (%) |
| 109.7588131 | 1 | |
| 112.9285407 | 1 | |
| 116.2868767 | 1 | |
| 119.6452127 | 1 | |
| 122.0209786 | 1 | |
| 123.0035487 | 1 | |
| 125.6681039 | 1 | |
| 125.7906807 | 1 | |
| 125.8719307 | 1 | |
| 125.9531808 | 1 |
| Value | Count | Frequency (%) |
| 758.455039 | 1 | |
| 740.0385723 | 1 | |
| 735.1672339 | 1 | |
| 721.3700157 | 1 | |
| 711.3934648 | 1 | |
| 702.7014591 | 1 | |
| 701.9698372 | 1 | |
| 696.9275368 | 1 | |
| 691.770866 | 1 | |
| 687.6196958 | 1 |
TN_entrada
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 8761 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.59689824 |
| Minimum | 22.2453808 |
|---|---|
| Maximum | 88.6442977 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 22.2453808 |
|---|---|
| 5-th percentile | 30.19358701 |
| Q1 | 40.89083677 |
| median | 46.9246625 |
| Q3 | 51.96068323 |
| 95-th percentile | 60.08271413 |
| Maximum | 88.6442977 |
| Range | 66.3989169 |
| Interquartile range (IQR) | 11.06984647 |
Descriptive statistics
| Standard deviation | 9.044455761 |
|---|---|
| Coefficient of variation (CV) | 0.1940999531 |
| Kurtosis | 0.8565921394 |
| Mean | 46.59689824 |
| Median Absolute Deviation (MAD) | 5.45468469 |
| Skewness | 0.1767597848 |
| Sum | 408235.4254 |
| Variance | 81.80218001 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34.06 | 1 | < 0.1% |
| 53.35440375 | 1 | < 0.1% |
| 55.18940521 | 1 | < 0.1% |
| 54.88357164 | 1 | < 0.1% |
| 54.57773806 | 1 | < 0.1% |
| 54.27190448 | 1 | < 0.1% |
| 53.9660709 | 1 | < 0.1% |
| 53.66023732 | 1 | < 0.1% |
| 53.04857017 | 1 | < 0.1% |
| 51.18312195 | 1 | < 0.1% |
| Other values (8751) | 8751 |
| Value | Count | Frequency (%) |
| 22.2453808 | 1 | |
| 22.8939213 | 1 | |
| 23.12644526 | 1 | |
| 23.52009007 | 1 | |
| 23.57183851 | 1 | |
| 23.89787816 | 1 | |
| 23.9275904 | 1 | |
| 24.0004345 | 1 | |
| 24.24975571 | 1 | |
| 24.33509072 | 1 |
| Value | Count | Frequency (%) |
| 88.6442977 | 1 | |
| 87.60623178 | 1 | |
| 86.90508495 | 1 | |
| 86.50706424 | 1 | |
| 85.85495589 | 1 | |
| 85.40789669 | 1 | |
| 85.0925835 | 1 | |
| 84.56110448 | 1 | |
| 84.30872914 | 1 | |
| 84.20138308 | 1 |
TKN_entrada
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 8761 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.59689824 |
| Minimum | 22.2453808 |
|---|---|
| Maximum | 88.6442977 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 22.2453808 |
|---|---|
| 5-th percentile | 30.19358701 |
| Q1 | 40.89083677 |
| median | 46.9246625 |
| Q3 | 51.96068323 |
| 95-th percentile | 60.08271413 |
| Maximum | 88.6442977 |
| Range | 66.3989169 |
| Interquartile range (IQR) | 11.06984647 |
Descriptive statistics
| Standard deviation | 9.044455761 |
|---|---|
| Coefficient of variation (CV) | 0.1940999531 |
| Kurtosis | 0.8565921394 |
| Mean | 46.59689824 |
| Median Absolute Deviation (MAD) | 5.45468469 |
| Skewness | 0.1767597848 |
| Sum | 408235.4254 |
| Variance | 81.80218001 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34.06 | 1 | < 0.1% |
| 53.35440375 | 1 | < 0.1% |
| 55.18940521 | 1 | < 0.1% |
| 54.88357164 | 1 | < 0.1% |
| 54.57773806 | 1 | < 0.1% |
| 54.27190448 | 1 | < 0.1% |
| 53.9660709 | 1 | < 0.1% |
| 53.66023732 | 1 | < 0.1% |
| 53.04857017 | 1 | < 0.1% |
| 51.18312195 | 1 | < 0.1% |
| Other values (8751) | 8751 |
| Value | Count | Frequency (%) |
| 22.2453808 | 1 | |
| 22.8939213 | 1 | |
| 23.12644526 | 1 | |
| 23.52009007 | 1 | |
| 23.57183851 | 1 | |
| 23.89787816 | 1 | |
| 23.9275904 | 1 | |
| 24.0004345 | 1 | |
| 24.24975571 | 1 | |
| 24.33509072 | 1 |
| Value | Count | Frequency (%) |
| 88.6442977 | 1 | |
| 87.60623178 | 1 | |
| 86.90508495 | 1 | |
| 86.50706424 | 1 | |
| 85.85495589 | 1 | |
| 85.40789669 | 1 | |
| 85.0925835 | 1 | |
| 84.56110448 | 1 | |
| 84.30872914 | 1 | |
| 84.20138308 | 1 |
| Distinct | 8716 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.30915666 |
| Minimum | 6.492901261 |
|---|---|
| Maximum | 17.65388664 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 6.492901261 |
|---|---|
| 5-th percentile | 7.967916425 |
| Q1 | 9.259568421 |
| median | 10.38577239 |
| Q3 | 11.27696854 |
| 95-th percentile | 12.59992588 |
| Maximum | 17.65388664 |
| Range | 11.16098538 |
| Interquartile range (IQR) | 2.017400115 |
Descriptive statistics
| Standard deviation | 1.489496438 |
|---|---|
| Coefficient of variation (CV) | 0.14448286 |
| Kurtosis | 0.4489511741 |
| Mean | 10.30915666 |
| Median Absolute Deviation (MAD) | 0.995911994 |
| Skewness | 0.1030275759 |
| Sum | 90318.52148 |
| Variance | 2.218599639 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.18 | 24 | 0.3% |
| 9.26 | 23 | 0.3% |
| 10.58120142 | 1 | < 0.1% |
| 10.57078475 | 1 | < 0.1% |
| 10.56036807 | 1 | < 0.1% |
| 10.54977838 | 1 | < 0.1% |
| 10.50227835 | 1 | < 0.1% |
| 10.45477831 | 1 | < 0.1% |
| 10.40727827 | 1 | < 0.1% |
| 10.02727797 | 1 | < 0.1% |
| Other values (8706) | 8706 |
| Value | Count | Frequency (%) |
| 6.492901261 | 1 | |
| 6.547161118 | 1 | |
| 6.604661164 | 1 | |
| 6.66216121 | 1 | |
| 6.70375273 | 1 | |
| 6.719661256 | 1 | |
| 6.749140594 | 1 | |
| 6.751654988 | 1 | |
| 6.753321656 | 1 | |
| 6.754988324 | 1 |
| Value | Count | Frequency (%) |
| 17.65388664 | 1 | |
| 17.33656056 | 1 | |
| 17.25308768 | 1 | |
| 17.01489364 | 1 | |
| 16.84392068 | 1 | |
| 16.69322672 | 1 | |
| 16.6783624 | 1 | |
| 16.59158051 | 1 | |
| 16.50283043 | 1 | |
| 16.43475369 | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 68.6 KiB |
| 4.6 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 26283 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4.6 |
|---|---|
| 2nd row | 4.6 |
| 3rd row | 4.6 |
| 4th row | 4.6 |
| 5th row | 4.6 |
Common Values
| Value | Count | Frequency (%) |
| 4.6 | 8761 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 4.6 | 8761 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 8761 | |
| . | 8761 | |
| 6 | 8761 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 17522 | |
| Other Punctuation | 8761 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 8761 | |
| 6 | 8761 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 8761 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26283 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 8761 | |
| . | 8761 | |
| 6 | 8761 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26283 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 8761 | |
| . | 8761 | |
| 6 | 8761 |
| Distinct | 8761 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7769.48742 |
| Minimum | 2105.016529 |
|---|---|
| Maximum | 13029.26465 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 2105.016529 |
|---|---|
| 5-th percentile | 5099.625595 |
| Q1 | 6505.694913 |
| median | 7714.114601 |
| Q3 | 9068.469688 |
| 95-th percentile | 10559.85291 |
| Maximum | 13029.26465 |
| Range | 10924.24812 |
| Interquartile range (IQR) | 2562.774775 |
Descriptive statistics
| Standard deviation | 1691.466815 |
|---|---|
| Coefficient of variation (CV) | 0.2177063586 |
| Kurtosis | -0.5203894285 |
| Mean | 7769.48742 |
| Median Absolute Deviation (MAD) | 1293.910001 |
| Skewness | 0.04612262343 |
| Sum | 68068479.28 |
| Variance | 2861059.985 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6135.066621 | 1 | < 0.1% |
| 8423.819856 | 1 | < 0.1% |
| 8362.819808 | 1 | < 0.1% |
| 8372.986482 | 1 | < 0.1% |
| 8383.153157 | 1 | < 0.1% |
| 8393.319832 | 1 | < 0.1% |
| 8403.486507 | 1 | < 0.1% |
| 8413.653182 | 1 | < 0.1% |
| 8433.986531 | 1 | < 0.1% |
| 7850.688408 | 1 | < 0.1% |
| Other values (8751) | 8751 |
| Value | Count | Frequency (%) |
| 2105.016529 | 1 | |
| 2291.45886 | 1 | |
| 2415.042292 | 1 | |
| 2538.625725 | 1 | |
| 2662.209157 | 1 | |
| 2785.792589 | 1 | |
| 2909.376021 | 1 | |
| 2954.952836 | 1 | |
| 3032.959453 | 1 | |
| 3145.98437 | 1 |
| Value | Count | Frequency (%) |
| 13029.26465 | 1 | |
| 12892.25961 | 1 | |
| 12839.1317 | 1 | |
| 12751.88449 | 1 | |
| 12690.05201 | 1 | |
| 12647.13155 | 1 | |
| 12611.50939 | 1 | |
| 12589.10918 | 1 | |
| 12569.1375 | 1 | |
| 12487.6091 | 1 |
NH_saida
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 8761 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.73046212 |
| Minimum | 0.1009468957 |
|---|---|
| Maximum | 37.50605997 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 0.1009468957 |
|---|---|
| 5-th percentile | 0.3168045368 |
| Q1 | 1.311767555 |
| median | 8.520411367 |
| Q3 | 19.6876531 |
| 95-th percentile | 26.85440914 |
| Maximum | 37.50605997 |
| Range | 37.40511308 |
| Interquartile range (IQR) | 18.37588555 |
Descriptive statistics
| Standard deviation | 9.536691156 |
|---|---|
| Coefficient of variation (CV) | 0.8887493431 |
| Kurtosis | -1.18542426 |
| Mean | 10.73046212 |
| Median Absolute Deviation (MAD) | 7.719497898 |
| Skewness | 0.4509941639 |
| Sum | 94009.5786 |
| Variance | 90.94847821 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.854907967 | 1 | < 0.1% |
| 8.376469409 | 1 | < 0.1% |
| 6.900411291 | 1 | < 0.1% |
| 7.141152101 | 1 | < 0.1% |
| 7.39695252 | 1 | < 0.1% |
| 7.66138816 | 1 | < 0.1% |
| 7.919353023 | 1 | < 0.1% |
| 8.160012927 | 1 | < 0.1% |
| 8.564248934 | 1 | < 0.1% |
| 7.622984943 | 1 | < 0.1% |
| Other values (8751) | 8751 |
| Value | Count | Frequency (%) |
| 0.1009468957 | 1 | |
| 0.106554845 | 1 | |
| 0.1102848781 | 1 | |
| 0.1140319573 | 1 | |
| 0.1177944861 | 1 | |
| 0.1215779719 | 1 | |
| 0.1253784048 | 1 | |
| 0.1292030148 | 1 | |
| 0.1330534342 | 1 | |
| 0.1369307397 | 1 |
| Value | Count | Frequency (%) |
| 37.50605997 | 1 | |
| 37.47724219 | 1 | |
| 37.43940757 | 1 | |
| 37.36318712 | 1 | |
| 37.26537353 | 1 | |
| 37.19920092 | 1 | |
| 37.14629237 | 1 | |
| 37.12044903 | 1 | |
| 37.07154125 | 1 | |
| 36.98076279 | 1 |
NO_saida
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 8761 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.06466052 |
| Minimum | 0.001115959022 |
|---|---|
| Maximum | 21.54680244 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 0.001115959022 |
|---|---|
| 5-th percentile | 0.003753363253 |
| Q1 | 0.02237333931 |
| median | 0.0954979239 |
| Q3 | 0.3265909406 |
| 95-th percentile | 6.237650144 |
| Maximum | 21.54680244 |
| Range | 21.54568648 |
| Interquartile range (IQR) | 0.3042176013 |
Descriptive statistics
| Standard deviation | 3.042945271 |
|---|---|
| Coefficient of variation (CV) | 2.858136669 |
| Kurtosis | 22.78935618 |
| Mean | 1.06466052 |
| Median Absolute Deviation (MAD) | 0.08516944621 |
| Skewness | 4.522454825 |
| Sum | 9327.490812 |
| Variance | 9.259515922 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.07930587915 | 1 | < 0.1% |
| 0.1430620242 | 1 | < 0.1% |
| 0.1409463947 | 1 | < 0.1% |
| 0.14381532 | 1 | < 0.1% |
| 0.1456374684 | 1 | < 0.1% |
| 0.1448997829 | 1 | < 0.1% |
| 0.1436790322 | 1 | < 0.1% |
| 0.1430323559 | 1 | < 0.1% |
| 0.1437061594 | 1 | < 0.1% |
| 0.1112193058 | 1 | < 0.1% |
| Other values (8751) | 8751 |
| Value | Count | Frequency (%) |
| 0.001115959022 | 1 | |
| 0.001119766296 | 1 | |
| 0.001123468245 | 1 | |
| 0.001127109445 | 1 | |
| 0.001131100144 | 1 | |
| 0.001135597929 | 1 | |
| 0.00113684905 | 1 | |
| 0.001140622679 | 1 | |
| 0.001146176219 | 1 | |
| 0.001152260839 | 1 |
| Value | Count | Frequency (%) |
| 21.54680244 | 1 | |
| 21.54587187 | 1 | |
| 21.53652401 | 1 | |
| 21.53397251 | 1 | |
| 21.5146992 | 1 | |
| 21.51135223 | 1 | |
| 21.48655195 | 1 | |
| 21.47828503 | 1 | |
| 21.45816127 | 1 | |
| 21.43505939 | 1 |
TSS_saida
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 8761 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.296811506 |
| Minimum | 3.192627235 |
|---|---|
| Maximum | 9.006370307 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 3.192627235 |
|---|---|
| 5-th percentile | 4.416334225 |
| Q1 | 5.356868925 |
| median | 6.225303983 |
| Q3 | 7.204800874 |
| 95-th percentile | 8.310579859 |
| Maximum | 9.006370307 |
| Range | 5.813743071 |
| Interquartile range (IQR) | 1.847931949 |
Descriptive statistics
| Standard deviation | 1.192987724 |
|---|---|
| Coefficient of variation (CV) | 0.1894590179 |
| Kurtosis | -0.7997037431 |
| Mean | 6.296811506 |
| Median Absolute Deviation (MAD) | 0.9084465928 |
| Skewness | -0.02448952173 |
| Sum | 55166.3656 |
| Variance | 1.42321971 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.642565065 | 1 | < 0.1% |
| 5.828944644 | 1 | < 0.1% |
| 5.778226577 | 1 | < 0.1% |
| 5.787619765 | 1 | < 0.1% |
| 5.796540537 | 1 | < 0.1% |
| 5.805057357 | 1 | < 0.1% |
| 5.813263128 | 1 | < 0.1% |
| 5.821216808 | 1 | < 0.1% |
| 5.836457971 | 1 | < 0.1% |
| 5.944477562 | 1 | < 0.1% |
| Other values (8751) | 8751 |
| Value | Count | Frequency (%) |
| 3.192627235 | 1 | |
| 3.193121245 | 1 | |
| 3.195237778 | 1 | |
| 3.196384106 | 1 | |
| 3.201317228 | 1 | |
| 3.202137452 | 1 | |
| 3.210137546 | 1 | |
| 3.211290454 | 1 | |
| 3.220176275 | 1 | |
| 3.225681566 | 1 |
| Value | Count | Frequency (%) |
| 9.006370307 | 1 | |
| 8.990898576 | 1 | |
| 8.986664901 | 1 | |
| 8.958448917 | 1 | |
| 8.947902993 | 1 | |
| 8.928959491 | 1 | |
| 8.905766195 | 1 | |
| 8.899189244 | 1 | |
| 8.869282456 | 1 | |
| 8.864431125 | 1 |
DQO_saida
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 8761 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 95.22615436 |
| Minimum | 33.14232472 |
|---|---|
| Maximum | 291.7144114 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 33.14232472 |
|---|---|
| 5-th percentile | 52.23744209 |
| Q1 | 70.1120807 |
| median | 84.75682774 |
| Q3 | 108.999282 |
| 95-th percentile | 184.3014412 |
| Maximum | 291.7144114 |
| Range | 258.5720867 |
| Interquartile range (IQR) | 38.88720129 |
Descriptive statistics
| Standard deviation | 38.84370285 |
|---|---|
| Coefficient of variation (CV) | 0.4079100234 |
| Kurtosis | 3.065375378 |
| Mean | 95.22615436 |
| Median Absolute Deviation (MAD) | 17.90441961 |
| Skewness | 1.581333794 |
| Sum | 834276.3384 |
| Variance | 1508.833251 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 83.78236983 | 1 | < 0.1% |
| 86.07353723 | 1 | < 0.1% |
| 87.60484949 | 1 | < 0.1% |
| 87.43839261 | 1 | < 0.1% |
| 87.29251037 | 1 | < 0.1% |
| 87.09514542 | 1 | < 0.1% |
| 86.82019727 | 1 | < 0.1% |
| 86.47589897 | 1 | < 0.1% |
| 85.62326824 | 1 | < 0.1% |
| 81.20144475 | 1 | < 0.1% |
| Other values (8751) | 8751 |
| Value | Count | Frequency (%) |
| 33.14232472 | 1 | |
| 33.14470671 | 1 | |
| 33.14593134 | 1 | |
| 33.15396709 | 1 | |
| 33.15513648 | 1 | |
| 33.16915138 | 1 | |
| 33.18365629 | 1 | |
| 33.18745198 | 1 | |
| 33.2095776 | 1 | |
| 33.23513452 | 1 |
| Value | Count | Frequency (%) |
| 291.7144114 | 1 | |
| 291.6935437 | 1 | |
| 291.068694 | 1 | |
| 291.0185156 | 1 | |
| 289.7443889 | 1 | |
| 289.6954224 | 1 | |
| 287.7438045 | 1 | |
| 287.7347825 | 1 | |
| 285.1750607 | 1 | |
| 285.0342806 | 1 |
DBO_saida
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 8761 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.37321752 |
| Minimum | 1.527409191 |
|---|---|
| Maximum | 96.96090807 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 1.527409191 |
|---|---|
| 5-th percentile | 2.009908814 |
| Q1 | 2.793934255 |
| median | 3.767286747 |
| Q3 | 11.2250502 |
| 95-th percentile | 52.46078218 |
| Maximum | 96.96090807 |
| Range | 95.43349888 |
| Interquartile range (IQR) | 8.431115947 |
Descriptive statistics
| Standard deviation | 16.2806383 |
|---|---|
| Coefficient of variation (CV) | 1.431489222 |
| Kurtosis | 5.79603903 |
| Mean | 11.37321752 |
| Median Absolute Deviation (MAD) | 1.443234078 |
| Skewness | 2.41566735 |
| Sum | 99640.75874 |
| Variance | 265.0591836 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.890640828 | 1 | < 0.1% |
| 4.080196592 | 1 | < 0.1% |
| 3.753280622 | 1 | < 0.1% |
| 3.83155687 | 1 | < 0.1% |
| 3.937930518 | 1 | < 0.1% |
| 4.024640912 | 1 | < 0.1% |
| 4.073917345 | 1 | < 0.1% |
| 4.090252902 | 1 | < 0.1% |
| 4.049618227 | 1 | < 0.1% |
| 4.478199516 | 1 | < 0.1% |
| Other values (8751) | 8751 |
| Value | Count | Frequency (%) |
| 1.527409191 | 1 | |
| 1.527662029 | 1 | |
| 1.528359757 | 1 | |
| 1.529204162 | 1 | |
| 1.53035339 | 1 | |
| 1.532222935 | 1 | |
| 1.533272138 | 1 | |
| 1.537019111 | 1 | |
| 1.540149735 | 1 | |
| 1.541512011 | 1 |
| Value | Count | Frequency (%) |
| 96.96090807 | 1 | |
| 96.82068426 | 1 | |
| 96.81345208 | 1 | |
| 96.39816737 | 1 | |
| 96.3791709 | 1 | |
| 95.69536561 | 1 | |
| 95.65645611 | 1 | |
| 94.81194958 | 1 | |
| 94.79791732 | 1 | |
| 94.72514261 | 1 |
TN_saida
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 8761 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.8749935 |
| Minimum | 1.610063119 |
|---|---|
| Maximum | 38.59113715 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 1.610063119 |
|---|---|
| 5-th percentile | 2.262950748 |
| Q1 | 4.244660841 |
| median | 10.52522148 |
| Q3 | 21.0677452 |
| 95-th percentile | 28.1149577 |
| Maximum | 38.59113715 |
| Range | 36.98107403 |
| Interquartile range (IQR) | 16.82308436 |
Descriptive statistics
| Standard deviation | 9.017956516 |
|---|---|
| Coefficient of variation (CV) | 0.7004241608 |
| Kurtosis | -1.125856041 |
| Mean | 12.8749935 |
| Median Absolute Deviation (MAD) | 7.482611044 |
| Skewness | 0.4266802767 |
| Sum | 112797.818 |
| Variance | 81.32353973 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.042310489 | 1 | < 0.1% |
| 9.605133412 | 1 | < 0.1% |
| 8.139740272 | 1 | < 0.1% |
| 8.382335808 | 1 | < 0.1% |
| 8.639023346 | 1 | < 0.1% |
| 8.901069062 | 1 | < 0.1% |
| 9.155348843 | 1 | < 0.1% |
| 9.392260381 | 1 | < 0.1% |
| 9.789523359 | 1 | < 0.1% |
| 8.77702057 | 1 | < 0.1% |
| Other values (8751) | 8751 |
| Value | Count | Frequency (%) |
| 1.610063119 | 1 | |
| 1.610184954 | 1 | |
| 1.613761569 | 1 | |
| 1.618591406 | 1 | |
| 1.620809141 | 1 | |
| 1.624011198 | 1 | |
| 1.629809637 | 1 | |
| 1.635909709 | 1 | |
| 1.64227519 | 1 | |
| 1.642905598 | 1 |
| Value | Count | Frequency (%) |
| 38.59113715 | 1 | |
| 38.57050719 | 1 | |
| 38.51696928 | 1 | |
| 38.46563659 | 1 | |
| 38.33607422 | 1 | |
| 38.31813648 | 1 | |
| 38.28476997 | 1 | |
| 38.26819956 | 1 | |
| 38.22960515 | 1 | |
| 38.14989612 | 1 |
TKN_saida
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 8761 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.81033298 |
| Minimum | 0.5416482115 |
|---|---|
| Maximum | 38.54610649 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 0.5416482115 |
|---|---|
| 5-th percentile | 1.054792159 |
| Q1 | 2.350862682 |
| median | 9.602633212 |
| Q3 | 20.86496635 |
| 95-th percentile | 28.10354741 |
| Maximum | 38.54610649 |
| Range | 38.00445828 |
| Interquartile range (IQR) | 18.51410367 |
Descriptive statistics
| Standard deviation | 9.693187893 |
|---|---|
| Coefficient of variation (CV) | 0.8207379005 |
| Kurtosis | -1.192732621 |
| Mean | 11.81033298 |
| Median Absolute Deviation (MAD) | 7.897037619 |
| Skewness | 0.4407605282 |
| Sum | 103470.3272 |
| Variance | 93.95789153 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.96300461 | 1 | < 0.1% |
| 9.462071388 | 1 | < 0.1% |
| 7.998793877 | 1 | < 0.1% |
| 8.238520488 | 1 | < 0.1% |
| 8.493385877 | 1 | < 0.1% |
| 8.756169279 | 1 | < 0.1% |
| 9.011669811 | 1 | < 0.1% |
| 9.249228026 | 1 | < 0.1% |
| 9.645817199 | 1 | < 0.1% |
| 8.665801264 | 1 | < 0.1% |
| Other values (8751) | 8751 |
| Value | Count | Frequency (%) |
| 0.5416482115 | 1 | |
| 0.5451859813 | 1 | |
| 0.5479384404 | 1 | |
| 0.5509678411 | 1 | |
| 0.5542366975 | 1 | |
| 0.5577343143 | 1 | |
| 0.5614271861 | 1 | |
| 0.5653012075 | 1 | |
| 0.5693400812 | 1 | |
| 0.5735300381 | 1 |
| Value | Count | Frequency (%) |
| 38.54610649 | 1 | |
| 38.52849363 | 1 | |
| 38.46869015 | 1 | |
| 38.42615039 | 1 | |
| 38.28435298 | 1 | |
| 38.27577063 | 1 | |
| 38.23942949 | 1 | |
| 38.22763638 | 1 | |
| 38.19249606 | 1 | |
| 38.11543105 | 1 |
TP_saida
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 8761 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.220722091 |
| Minimum | 0.09796187789 |
|---|---|
| Maximum | 12.46458957 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 0.09796187789 |
|---|---|
| 5-th percentile | 0.1075177004 |
| Q1 | 0.1230424331 |
| median | 1.085691821 |
| Q3 | 3.797094029 |
| 95-th percentile | 7.085000345 |
| Maximum | 12.46458957 |
| Range | 12.3666277 |
| Interquartile range (IQR) | 3.674051596 |
Descriptive statistics
| Standard deviation | 2.570436697 |
|---|---|
| Coefficient of variation (CV) | 1.157477879 |
| Kurtosis | 1.229236716 |
| Mean | 2.220722091 |
| Median Absolute Deviation (MAD) | 0.9744509244 |
| Skewness | 1.260623319 |
| Sum | 19455.74624 |
| Variance | 6.607144811 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.4284993665 | 1 | < 0.1% |
| 0.1224006475 | 1 | < 0.1% |
| 0.1910018837 | 1 | < 0.1% |
| 0.1509622494 | 1 | < 0.1% |
| 0.1319546903 | 1 | < 0.1% |
| 0.12506448 | 1 | < 0.1% |
| 0.1225527043 | 1 | < 0.1% |
| 0.1219015905 | 1 | < 0.1% |
| 0.1238518866 | 1 | < 0.1% |
| 0.1142784492 | 1 | < 0.1% |
| Other values (8751) | 8751 |
| Value | Count | Frequency (%) |
| 0.09796187789 | 1 | |
| 0.0985593562 | 1 | |
| 0.09856306309 | 1 | |
| 0.09858240043 | 1 | |
| 0.09860270703 | 1 | |
| 0.09862313961 | 1 | |
| 0.09867336123 | 1 | |
| 0.09868641218 | 1 | |
| 0.09869065624 | 1 | |
| 0.09870118491 | 1 |
| Value | Count | Frequency (%) |
| 12.46458957 | 1 | |
| 12.46210833 | 1 | |
| 12.46147909 | 1 | |
| 12.45582588 | 1 | |
| 12.45032588 | 1 | |
| 12.44758122 | 1 | |
| 12.43678667 | 1 | |
| 12.42916482 | 1 | |
| 12.42335851 | 1 | |
| 12.40716911 | 1 |
PO_saida
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 8761 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.125272021 |
| Minimum | 0.003138968682 |
|---|---|
| Maximum | 12.39692381 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 0.003138968682 |
|---|---|
| 5-th percentile | 0.003658069705 |
| Q1 | 0.005193500586 |
| median | 0.9852160231 |
| Q3 | 3.712315176 |
| 95-th percentile | 7.011936287 |
| Maximum | 12.39692381 |
| Range | 12.39378484 |
| Interquartile range (IQR) | 3.707121676 |
Descriptive statistics
| Standard deviation | 2.585408441 |
|---|---|
| Coefficient of variation (CV) | 1.216507071 |
| Kurtosis | 1.197409453 |
| Mean | 2.125272021 |
| Median Absolute Deviation (MAD) | 0.9814025866 |
| Skewness | 1.253177216 |
| Sum | 18619.50818 |
| Variance | 6.684336808 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.3261237264 | 1 | < 0.1% |
| 0.03154021392 | 1 | < 0.1% |
| 0.1024871206 | 1 | < 0.1% |
| 0.0618632811 | 1 | < 0.1% |
| 0.04216691106 | 1 | < 0.1% |
| 0.03475416204 | 1 | < 0.1% |
| 0.03192252175 | 1 | < 0.1% |
| 0.03110064211 | 1 | < 0.1% |
| 0.03301678988 | 1 | < 0.1% |
| 0.02016755845 | 1 | < 0.1% |
| Other values (8751) | 8751 |
| Value | Count | Frequency (%) |
| 0.003138968682 | 1 | |
| 0.003140600324 | 1 | |
| 0.003142919945 | 1 | |
| 0.003146805206 | 1 | |
| 0.003149428315 | 1 | |
| 0.003156993617 | 1 | |
| 0.003157795844 | 1 | |
| 0.003167712127 | 1 | |
| 0.003171875654 | 1 | |
| 0.003178815649 | 1 |
| Value | Count | Frequency (%) |
| 12.39692381 | 1 | |
| 12.39477566 | 1 | |
| 12.39351524 | 1 | |
| 12.38756089 | 1 | |
| 12.38327384 | 1 | |
| 12.37901167 | 1 | |
| 12.36790941 | 1 | |
| 12.36235116 | 1 | |
| 12.35417022 | 1 | |
| 12.33766665 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Dia | Q_entrada | NH_entrada | TSS_entrada | DQO_entrada | DBO_entrada | TN_entrada | TKN_entrada | TP_entrada | PO_entrada | Q_saida | NH_saida | NO_saida | TSS_saida | DQO_saida | DBO_saida | TN_saida | TKN_saida | TP_saida | PO_saida | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000000 | 4719.000000 | 21.000000 | 271.000000 | 391.000000 | 198.575000 | 34.060000 | 34.060000 | 8.020000 | 4.6 | 6135.066621 | 3.854908 | 0.079306 | 6.642565 | 83.782370 | 3.890641 | 5.042310 | 4.963005 | 0.428499 | 0.326124 |
| 1 | 0.041667 | 4766.833372 | 21.041667 | 271.208333 | 391.375000 | 198.761875 | 34.114167 | 34.114167 | 8.023333 | 4.6 | 4536.546366 | 3.110403 | 0.235010 | 6.475226 | 81.485161 | 3.157472 | 4.427449 | 4.192439 | 0.671496 | 0.573663 |
| 2 | 0.083333 | 4814.666743 | 21.083333 | 271.416667 | 391.750001 | 198.948750 | 34.168333 | 34.168333 | 8.026667 | 4.6 | 4584.379743 | 2.429280 | 0.285368 | 6.328465 | 80.156342 | 3.032321 | 3.777312 | 3.491944 | 1.125122 | 1.029731 |
| 3 | 0.125000 | 4862.500115 | 21.125000 | 271.625000 | 392.125001 | 199.135625 | 34.222500 | 34.222500 | 8.030000 | 4.6 | 4632.213115 | 1.858492 | 0.298568 | 6.245022 | 78.986079 | 2.977202 | 3.204324 | 2.905757 | 1.626430 | 1.532398 |
| 4 | 0.166667 | 4910.333486 | 21.166667 | 271.833334 | 392.500001 | 199.322501 | 34.276667 | 34.276667 | 8.033333 | 4.6 | 4680.046486 | 1.417633 | 0.298687 | 6.193657 | 77.894845 | 2.946727 | 2.750241 | 2.451555 | 2.150652 | 2.057467 |
| 5 | 0.208334 | 4958.166858 | 21.208333 | 272.041668 | 392.875001 | 199.509376 | 34.330834 | 34.330834 | 8.036667 | 4.6 | 4727.879858 | 1.114003 | 0.292634 | 6.156677 | 76.857194 | 2.928030 | 2.428308 | 2.135674 | 2.689161 | 2.596591 |
| 6 | 0.250000 | 5006.000230 | 21.250000 | 272.250001 | 393.250002 | 199.696251 | 34.385000 | 34.385000 | 8.040000 | 4.6 | 4775.713230 | 0.931992 | 0.284549 | 6.126367 | 75.862328 | 2.915865 | 2.226623 | 1.942074 | 3.231275 | 3.139217 |
| 7 | 0.291667 | 5053.833601 | 21.291667 | 272.458334 | 393.625002 | 199.883126 | 34.439167 | 34.439167 | 8.043333 | 4.6 | 4823.546601 | 0.836362 | 0.277968 | 6.099324 | 74.902876 | 2.906417 | 2.113269 | 1.835301 | 3.763384 | 3.671795 |
| 8 | 0.333334 | 5101.666973 | 21.333334 | 272.666668 | 394.000002 | 200.070001 | 34.493334 | 34.493334 | 8.046667 | 4.6 | 4871.379973 | 0.790786 | 0.274550 | 6.074066 | 73.973890 | 2.897081 | 2.053482 | 1.778932 | 4.274686 | 4.183554 |
| 9 | 0.375000 | 5149.500344 | 21.375000 | 272.875001 | 394.375003 | 200.256876 | 34.547500 | 34.547500 | 8.050000 | 4.6 | 4919.213344 | 0.770399 | 0.274104 | 6.049953 | 73.073187 | 2.886878 | 2.022175 | 1.748070 | 4.759896 | 4.669214 |
Last rows
| Dia | Q_entrada | NH_entrada | TSS_entrada | DQO_entrada | DBO_entrada | TN_entrada | TKN_entrada | TP_entrada | PO_entrada | Q_saida | NH_saida | NO_saida | TSS_saida | DQO_saida | DBO_saida | TN_saida | TKN_saida | TP_saida | PO_saida | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8751 | 364.625292 | 3509.384818 | 17.374708 | 173.749417 | 247.873541 | 126.440681 | 25.650915 | 25.650915 | 6.764988 | 4.6 | 3280.126318 | 0.136931 | 18.560265 | 3.192627 | 33.235135 | 1.541512 | 19.133795 | 0.573530 | 5.327536 | 5.282815 |
| 8752 | 364.666958 | 3385.801386 | 17.333042 | 173.666083 | 247.665208 | 126.359431 | 25.602998 | 25.602998 | 6.763322 | 4.6 | 3156.542886 | 0.133053 | 18.605335 | 3.195238 | 33.209578 | 1.537019 | 19.174675 | 0.569340 | 5.383737 | 5.339028 |
| 8753 | 364.708625 | 3262.217953 | 17.291375 | 173.582750 | 247.456874 | 126.278181 | 25.555081 | 25.555081 | 6.761655 | 4.6 | 3032.959453 | 0.129203 | 18.652268 | 3.201317 | 33.187452 | 1.533272 | 19.217570 | 0.565301 | 5.441483 | 5.396749 |
| 8754 | 364.750292 | 3138.634521 | 17.249708 | 173.499416 | 247.248541 | 126.196931 | 25.507164 | 25.507164 | 6.759988 | 4.6 | 2909.376021 | 0.125378 | 18.701093 | 3.211290 | 33.169151 | 1.530353 | 19.262520 | 0.561427 | 5.500818 | 5.456017 |
| 8755 | 364.791959 | 3015.051089 | 17.208041 | 173.416083 | 247.040207 | 126.115681 | 25.459248 | 25.459248 | 6.758322 | 4.6 | 2785.792589 | 0.121578 | 18.751828 | 3.225682 | 33.155136 | 1.528360 | 19.309562 | 0.557734 | 5.561774 | 5.516860 |
| 8756 | 364.833625 | 2891.467657 | 17.166375 | 173.332750 | 246.831874 | 126.034431 | 25.411331 | 25.411331 | 6.756655 | 4.6 | 2662.209157 | 0.117794 | 18.804470 | 3.245100 | 33.145931 | 1.527409 | 19.358707 | 0.554237 | 5.624398 | 5.579316 |
| 8757 | 364.875292 | 2767.884225 | 17.124708 | 173.249416 | 246.623540 | 125.953181 | 25.363414 | 25.363414 | 6.754988 | 4.6 | 2538.625725 | 0.114032 | 18.859135 | 3.270412 | 33.142325 | 1.527662 | 19.410103 | 0.550968 | 5.688779 | 5.643467 |
| 8758 | 364.916959 | 2644.300792 | 17.083041 | 173.166083 | 246.415207 | 125.871931 | 25.315498 | 25.315498 | 6.753322 | 4.6 | 2415.042292 | 0.110285 | 18.915739 | 3.302093 | 33.144707 | 1.529204 | 19.463677 | 0.547938 | 5.754875 | 5.709267 |
| 8759 | 364.958625 | 2520.717360 | 17.041375 | 173.082749 | 246.206873 | 125.790681 | 25.267581 | 25.267581 | 6.751655 | 4.6 | 2291.458860 | 0.106555 | 18.974251 | 3.341246 | 33.153967 | 1.532223 | 19.519437 | 0.545186 | 5.822656 | 5.776672 |
| 8760 | 365.000000 | 2334.275029 | 16.978515 | 172.957030 | 245.892574 | 125.668104 | 25.195292 | 25.195292 | 6.749141 | 4.6 | 2105.016529 | 0.100947 | 19.066666 | 3.417396 | 33.183656 | 1.540150 | 19.608314 | 0.541648 | 5.928673 | 5.881943 |